Answer: From the picture, we can know the distribution of the datasets. First, the range of the whole features are between -500 and 3000. There are some features whose range are very large and some features' range are small. Besides, different feature have different scale, some are small while others are big. We do need to normalize the data since its distribution and range are diverse. So we should normalize them into a same scale.